Skip to content

Instantly share code, notes, and snippets.

@LeeKamentsky
Last active November 6, 2015 15:03
Show Gist options
  • Save LeeKamentsky/6ff73f8b34a200996055 to your computer and use it in GitHub Desktop.
Save LeeKamentsky/6ff73f8b34a200996055 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"metadata": {
"name": "",
"signature": "sha256:049b81241595243e43b7facfc530f54fbf65bd9263d801bac859f9b17d9cfdce"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Github is cool!\n",
"================\n",
"\n",
"I can't believe how cool Github is. You can display IPython Notebooks!"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import javabridge\n",
"import bioformats\n",
"import numpy as np\n",
"javabridge.start_vm(class_path=bioformats.JARS)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"img = bioformats.load_image_url(\"http://cellprofiler.org/ExampleFlyImages/01_POS002_D.TIF\")"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from pylab import *\n",
"imshow(img, cmap='gray')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": [
"<matplotlib.image.AxesImage at 0xb0a3320>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAARMAAAEACAYAAACQ65KNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQU/g/weSzF3v1/YogQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xaa80898>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment